Writer MCP integration
Queries a knowledge graph for grounded answers, uploads and indexes new documents into it, and unlinks the files that have gone out of date.
23actions available
Three actions you can hand over today
Every action runs live through MCP. Nothing to build, nothing to maintain.
Chat completion
Ayro generates text completions from Writer's AI model for fluent, contextual responses. Your team speeds up reply drafting while maintaining professional quality.
Ask question to knowledge graph
Ayro queries your knowledge graph with customer questions to find the exact answer. Your team gives accurate, sourced responses pulled directly from your documentation.
Upload file
Ayro adds PDFs and documents to Writer so it can cite your actual content. Your team ensures Ayro answers from your policies and training materials, not hallucinations.
How businesses use Writer + Ayro
Each card is one request a support team gets, and the Writer actions Ayro runs to close it.
Answer from an approved knowledge graph
Ayro sends the question to a named Writer knowledge graph and returns the answer built from the documents indexed in it, so the response traces back to material your team put there.
Ask Question to Knowledge GraphList Knowledge GraphsRetrieve Knowledge GraphIndex a new document into the graph
Ayro uploads the file, parses a PDF into text or markdown when the source is a report or a scan, and adds it to the graph so it is retrievable on the next question.
Upload FileParse PDFAdd File to Knowledge GraphRetire content that is no longer accurate
Ayro unlinks a superseded file from the graph, deletes it from Writer entirely when it should not exist anywhere, and renames or re-describes the graph as its scope changes.
Remove File From GraphDelete FileUpdate Knowledge GraphHandle a screenshot or a language the graph does not cover
Ayro reads a screenshot the customer attached to pull the error text out of it, translates a reply with control over formality and length, and searches the web when the graph has nothing.
Analyze ImagesTranslate TextWeb Search
How it works
Get started in 3 steps
Connect once, then just ask. There is no workflow builder to learn and nothing to maintain — Ayro reads the Writer actions it has and picks the ones a request needs.
Connect Writer
Authorize the Writer account your team already uses — one consent screen, no API keys, no mapping tables. Ayro can only do what you granted that account, and you can disconnect it at any time.
Tell your agent what you need
Describe the job the way you would hand it to a teammate. Ayro maps it to the Writer actions that close it and chains as many as the request needs.
Watch it work
The agent runs the actions inside the conversation the customer is already in, so nobody copies data between tabs and your team can take over at any point.
Get started free
Writer · Ayro
What can you do in Writer without me setting anything up?
These, right away:
- Add file to knowledge graph
- Get file
- Delete file
Great, let's start with the first one.
FAQ
Everything else about Writer
Setup, permissions, and the limits of what Ayro can do inside Writer.
That depends which action Ayro calls. Ask Question to Knowledge Graph builds its answer from the files indexed in that graph, while Text Generation and Chat Completion are open-ended model calls with no graph behind them. Point Ayro at the graph action when provenance matters.
Every action available in Writer
All 23 actions your agent can call on Writer, straight from the live MCP connection.
Add file to knowledge graph
Add a file to a knowledge graph for indexing and retrieval.
Analyze images
Analyze images using Writer's vision capabilities.
Ask question to knowledge graph
Send a question to the knowledge graph and retrieve the answer.
Chat completion
Generate chat-based completions.
Create knowledge graph
Create a new knowledge graph.
Delete file
Delete a file by its ID.
Delete graph
Delete a knowledge graph by its ID.
Detect AI content
Detect whether content was generated by AI.
Download file
Download the binary content of a file.
Get file
Retrieve detailed information about a specific file by its ID.
List applications
List all no-code agent applications.
List files
List all uploaded files.
List knowledge graphs
Retrieve a list of knowledge graphs.
List models
List all available language models.
Medical text comprehension
Extract medical entities and concepts from unstructured clinical text.
Parse PDF
Parse and extract text content from a previously uploaded PDF file.
Remove file from graph
Remove a file from a Knowledge Graph.
Retrieve knowledge graph
Retrieve a knowledge graph by its ID.
Text generation
Generate text based on a given prompt.
Translate text
Translate text from one language to another with support for formality, length control, and profanity masking.
Update knowledge graph
Update an existing knowledge graph.
Upload file
Upload a file to Writer.
Web search
Perform a web search.
The tools Writer sits next to
Same connection, same setup. Pick the next one your team already uses.
Aivoov
Reads the available voice catalogue, returning each voice_id, name, gender, and language, and narrows it to one language code on request.
Composio
Searches the toolkit catalogue for the right action, walks users through authorising accounts, executes tools singly or in batches, and enables triggers.
Gan.ai
Speaks written answers aloud with a chosen voice and reports whether an avatar video render has finished and where the file sits.
Linkup
Searches the live web with date and domain filters, returns sourced answers or structured JSON, and fetches a page as markdown.
Promptmate.io
Runs a template against supplied data, reports app job status and results, and manages the webhook subscriptions behind those jobs.
Swarmsyncai
Registers and announces agents, discovers peers by capability, opens and answers collaboration requests, and checks SwarmScore and trust records.
Ready to connect Writer?
Authorize the account and your agent has all 23 actions from the first conversation.